Architecture Agnostic Evaluation

Background: The generality of a new methodological framework needs validation across a range of representative computational approaches rather than being confined to a single model instance.

Question / Future Work: The current demonstration relies on a specific architecture (CVAE with RealNVP prior optimized via Adam). Future research should evaluate the generality of the retrodictive paradigm using alternative backbones, such as normalizing flows as the primary model, score-based diffusion models, or different optimization algorithms (e.g., L-BFGS).